{"id":"W3154751299","doi":"10.1111/medu.14541","title":"When I say … feedback literacy","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Literacy; Psychology; Medical education; Medicine; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000480564,0.0001207133,0.000201531,0.0001365174,0.00008880885,0.00003915741,0.0001155761,0.000211395,0.01597241],"category_scores_gemma":[0.01028465,0.000110746,0.00006520942,0.0006538739,0.0001094805,0.0001446786,0.00004108107,0.0004629586,0.0006102027],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002081063,"about_ca_system_score_gemma":0.005716268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002564078,"about_ca_topic_score_gemma":0.000003215438,"domain_scores_codex":[0.9980417,0.00006811591,0.0004268599,0.0003163481,0.0009108662,0.0002361278],"domain_scores_gemma":[0.9983946,0.00005467434,0.0000771337,0.0004747855,0.0008656465,0.0001331506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009479474,0.0008684749,0.004022534,0.00009420387,0.00001597681,0.00001142968,0.0007681454,5.376905e-8,0.000126418,0.001567937,0.5399723,0.4525431],"study_design_scores_gemma":[0.0006293848,0.00004462296,0.02616622,0.0004766177,0.00005385938,0.0004242706,0.0005626067,0.0003579905,0.0009664217,0.001660622,0.9685212,0.0001362274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4632372,0.001430787,0.00368641,0.472245,0.006491856,0.0003981593,0.000001673807,0.0001902036,0.05231874],"genre_scores_gemma":[0.4780082,0.0002401592,0.05715775,0.3963403,0.004901395,0.0002275621,0.001648787,0.00006894312,0.06140702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4524068,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009313986673611312,"score_gpt":0.354518646494518,"score_spread":0.3452046598209067,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}